coleam00/mcp-crawl4ai-rag
An MCP server that crawls websites, stores content in a vector database, and provides RAG capabilities to AI agents and coding assistants.
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This repository implements a Model Context Protocol server integrated with Crawl4AI and Supabase to give AI agents advanced web crawling and retrieval-augmented generation capabilities. It enables AI assistants to scrape web content and use it for knowledge retrieval by storing embeddings in a vector database. The server includes multiple advanced RAG strategies including contextual embeddings, hybrid search, agentic RAG, reranking with cross-encoder models, and knowledge graph generation.
Frequently asked
- What is coleam00/mcp-crawl4ai-rag?
- An MCP server that crawls websites, stores content in a vector database, and provides RAG capabilities to AI agents and coding assistants.
- Is mcp-crawl4ai-rag open source?
- Yes — coleam00/mcp-crawl4ai-rag is open source, released under the MIT license.
- What language is mcp-crawl4ai-rag written in?
- coleam00/mcp-crawl4ai-rag is primarily written in Python.
- How popular is mcp-crawl4ai-rag?
- coleam00/mcp-crawl4ai-rag has 2.2k stars on GitHub.
- Where can I find mcp-crawl4ai-rag?
- coleam00/mcp-crawl4ai-rag is on GitHub at https://github.com/coleam00/mcp-crawl4ai-rag.